首页    期刊浏览 2025年07月15日 星期二
登录注册

文章基本信息

  • 标题:Stability of doubly-intractable distributions
  • 本地全文:下载
  • 作者:Michael Habeck ; Daniel Rudolf ; Björn Sprungk
  • 期刊名称:Electronic Communications in Probability
  • 印刷版ISSN:1083-589X
  • 出版年度:2020
  • 卷号:25
  • DOI:10.1214/20-ECP341
  • 语种:English
  • 出版社:Electronic Communications in Probability
  • 摘要:Doubly-intractable distributions appear naturally as posterior distributions in Bayesian inference frameworks whenever the likelihood contains a normalizing function $Z$. Having two such functions $Z$ and $\widetilde Z$ we provide estimates of the total variation and $1$-Wasserstein distance of the resulting posterior probability measures. As a consequence this leads to local Lipschitz continuity w.r.t. $Z$. In the more general framework of a random function $\widetilde Z$ we derive bounds on the expected total variation and expected $1$-Wasserstein distance. The applicability of the estimates is illustrated within the setting of two representative Monte Carlo recovery scenarios.
  • 关键词:doubly-intractable;Wasserstein distance;stability
国家哲学社会科学文献中心版权所有